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Zhang Y, Lu Y, Mai L, Wen Z, Dai M, Xu S, Lin X, Luo Y, Qiu Y, Chen Y, Dong Z, Chen C, Meng W, Luo X, Lin G, Tam PKH, Pan X. Dynamic heterogeneity towards drug resistance in AML cells is primarily driven by epigenomic mechanism unveiled by multi-omics analysis. J Adv Res 2025:S2090-1232(25)00358-3. [PMID: 40409464 DOI: 10.1016/j.jare.2025.05.038] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/11/2025] [Revised: 05/06/2025] [Accepted: 05/18/2025] [Indexed: 05/25/2025] Open
Abstract
INTRODUCTION Acute myeloid leukemia (AML) is a hematologic malignancy characterized by aggressive proliferation and chemoresistance, leading to poor patient outcomes. Despite advances in chemotherapy, resistance mechanisms remain inadequately understood, particularly at the cellular and molecular level. OBJECTIVES This study aims to elucidate the cellular and molecular mechanisms underlying drug resistance in AML cells. METHODS A multi-omics approach was employed, integrating single-cell RNA sequencing (scRNA-seq), chromatin accessibility profiling (scATAC-seq), DNA methylation analysis, and whole-exome sequencing (WES). AML cell lines (KG-1a, Kasumi-1, and HL-60) were treated with standard chemotherapeutic agents, including cytarabine (Ara-C), daunorubicin (DNR), azacitidine (AZA), and decitabine (DEC). Additionally, we developed a novel multiplexed scRNA-seq strategy, NAMUL-seq, to enhance the efficiency and scalability of single-cell transcriptomic research. RESULTS We observed substantial cellular heterogeneity and dynamic transcriptomic trajectories in AML cells subjected to various treatments, uncovering a tendency for reprogramming towards a more stem-like state. Notably, Ara-C-resistant KG-1a cells predominantly originated from G2/M phase subpopulations, suggesting a resistance mechanism linked to specific cell cycle stages. Our findings further indicate that rapid Ara-C resistance is primarily driven by epigenomic changes, including alterations in DNA methylation, chromatin architecture, and transcription factor activity, whereas exonic mutations played a minimal role. CONCLUSION This study demonstrates that AML drug resistance is predominantly driven by epigenomic mechanisms rather than genetic mutations. This study provides a detailed cellular and molecular characterization of AML drug response and resistance, identifying potential therapeutic targets and laying the groundwork for future efforts to overcome chemoresistance.
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Affiliation(s)
- Yulong Zhang
- Department of Biochemistry and Molecular Biology, and Guangdong Provincial Key Laboratory of Single Cell Technology and Application, Southern Medical University, School of Basic Medical Sciences, Guangzhou, Guangdong, China; Precision Regenerative Medicine Research Centre, Medical Science Division, and State Key Laboratory of Quality Research in Chinese Medicine, Macau University of Science and Technology, Macao 999078, China
| | - Yanfang Lu
- Department of Biochemistry and Molecular Biology, and Guangdong Provincial Key Laboratory of Single Cell Technology and Application, Southern Medical University, School of Basic Medical Sciences, Guangzhou, Guangdong, China; Department of Nephrology, Henan Provincial Key Laboratory of Kidney Disease and Immunology, Henan International Joint Laboratory of Kidney Disease and Microenvironment, Henan Provincial Clinical Research Center for Kidney Disease, Henan Provincial People's Hospital and People's Hospital of Zhengzhou University, Henan 450053, China
| | - Liyao Mai
- Department of Biochemistry and Molecular Biology, and Guangdong Provincial Key Laboratory of Single Cell Technology and Application, Southern Medical University, School of Basic Medical Sciences, Guangzhou, Guangdong, China; Key Laboratory of Conservation and Application in Biodiversity of South China, School of Life Sciences, Guangzhou University, Guangzhou, Guangdong, China
| | - Zebin Wen
- Department of Biochemistry and Molecular Biology, and Guangdong Provincial Key Laboratory of Single Cell Technology and Application, Southern Medical University, School of Basic Medical Sciences, Guangzhou, Guangdong, China
| | - Min Dai
- Institute of Genetics and Developmental Biology, Innovation Academy of Seed Design, Chinese Academy of Sciences, Beijing, China; University of the Chinese Academy of Sciences, Beijing, China
| | - Siwen Xu
- Department of Biochemistry and Molecular Biology, and Guangdong Provincial Key Laboratory of Single Cell Technology and Application, Southern Medical University, School of Basic Medical Sciences, Guangzhou, Guangdong, China
| | - Xianwei Lin
- SequMed Institute of Biomedical Sciences, Guangzhou 510530 Guangdong Province, China
| | - Yongjian Luo
- SequMed Institute of Biomedical Sciences, Guangzhou 510530 Guangdong Province, China
| | - Yinbin Qiu
- Department of Biochemistry and Molecular Biology, and Guangdong Provincial Key Laboratory of Single Cell Technology and Application, Southern Medical University, School of Basic Medical Sciences, Guangzhou, Guangdong, China
| | - Yuting Chen
- Department of Biochemistry and Molecular Biology, and Guangdong Provincial Key Laboratory of Single Cell Technology and Application, Southern Medical University, School of Basic Medical Sciences, Guangzhou, Guangdong, China; Precision Regenerative Medicine Research Centre, Medical Science Division, and State Key Laboratory of Quality Research in Chinese Medicine, Macau University of Science and Technology, Macao 999078, China
| | - Zhanying Dong
- Department of Biochemistry and Molecular Biology, and Guangdong Provincial Key Laboratory of Single Cell Technology and Application, Southern Medical University, School of Basic Medical Sciences, Guangzhou, Guangdong, China
| | - Caiming Chen
- Department of Biochemistry and Molecular Biology, and Guangdong Provincial Key Laboratory of Single Cell Technology and Application, Southern Medical University, School of Basic Medical Sciences, Guangzhou, Guangdong, China; Precision Regenerative Medicine Research Centre, Medical Science Division, and State Key Laboratory of Quality Research in Chinese Medicine, Macau University of Science and Technology, Macao 999078, China
| | - Wei Meng
- Department of Biochemistry and Molecular Biology, and Guangdong Provincial Key Laboratory of Single Cell Technology and Application, Southern Medical University, School of Basic Medical Sciences, Guangzhou, Guangdong, China
| | - Xingguang Luo
- Department of Psychiatry, Yale University School of Medicine, New Haven, CT 06510, USA
| | - Guanchuan Lin
- Department of Biochemistry and Molecular Biology, and Guangdong Provincial Key Laboratory of Single Cell Technology and Application, Southern Medical University, School of Basic Medical Sciences, Guangzhou, Guangdong, China.
| | - Paul K H Tam
- Precision Regenerative Medicine Research Centre, Medical Science Division, and State Key Laboratory of Quality Research in Chinese Medicine, Macau University of Science and Technology, Macao 999078, China.
| | - Xinghua Pan
- Department of Biochemistry and Molecular Biology, and Guangdong Provincial Key Laboratory of Single Cell Technology and Application, Southern Medical University, School of Basic Medical Sciences, Guangzhou, Guangdong, China; Precision Regenerative Medicine Research Centre, Medical Science Division, and State Key Laboratory of Quality Research in Chinese Medicine, Macau University of Science and Technology, Macao 999078, China; Key Laboratory of Infectious Diseases Research in South China (China Ministry Education), Southern Medical University, Guangzhou, Guangdong 510515, China; Key Laboratory of Mental Health of the Ministry of Education, Southern Medical University, Guangzhou, Guangdong Province 510515, China.
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Zhao Q, Wang Y, Yu D, Leng JY, Zhao Y, Chu M, Xu Z, Ding H, Zhou J, Zhang T. Comprehensive analysis of ID genes reveals the clinical and prognostic value of ID3 expression in acute myeloid leukemia using bioinformatics identification and experimental validation. BMC Cancer 2022; 22:1229. [PMID: 36443709 PMCID: PMC9707109 DOI: 10.1186/s12885-022-10352-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2022] [Accepted: 11/22/2022] [Indexed: 11/30/2022] Open
Abstract
BACKGROUND Dysregulation of inhibitor of differentiation/DNA binding (ID) genes is linked to cancer growth, angiogenesis, invasiveness, metastasis and patient survival. Nevertheless, few investigations have systematically determined the expression and prognostic value of ID genes in acute myeloid leukemia (AML). METHODS The expression and clinical prognostic value of ID genes in AML were first identified by public databases and further validated by our research cohort. RESULTS Using public data, the expression of ID1/ID3 was markedly downregulated in AML, and the expression of ID2 was greatly upregulated in AML, whereas ID4 showed no significant difference. Among the ID genes, only ID3 expression may be the most valuable prognostic biomarker in both total AML and cytogenetically normal AML (CN-AML) and especially in CN-AML. Clinically, reduced ID3 expression was greatly associated with higher white blood cell counts, peripheral blood/bone marrow blasts, normal karyotypes and intermediate cytogenetic risk. In addition, low ID3 expression was markedly related to FLT3 and NPM1 mutations as well as wild-type TP53. Despite these associations, multivariate Cox regression analysis revealed that ID3 expression was an independent risk factor affecting overall survival (OS) and disease free survival (DFS) in CN-AML patients. Biologically, a total of 839 mRNAs/lncRNAs and 72 microRNAs were found to be associated with ID3 expression in AML. Importantly, the expression of ID3 with discriminative value in AML was further confirmed in our research cohort. CONCLUSION The bioinformatics analysis and experimental verification demonstrate that low ID3 expression independently affects OS and DFS in patients with CN-AML, which might be seen as a potential prognostic indicator in CN-AML.
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Affiliation(s)
- Qi Zhao
- Department of Hematology, Affiliated People's Hospital of Jiangsu University, 8 Dianli Rd, 212002, Zhenjiang, Jiangsu, P. R. China.,Zhenjiang Clinical Research Center of Hematology, 212002, Zhenjiang, Jiangsu, P. R. China.,The Key Lab of Precision Diagnosis and Treatment of Zhenjiang City, Jiangsu, 212002, Zhenjiang, P. R. China.,Laboratory Center, Affiliated People's Hospital of Jiangsu University, 212002, Zhenjiang, Jiangsu, P. R. China.,Department of Respiratory Disease, Affiliated People's Hospital of Jiangsu University, 8 Dianli Rd, 212002, Zhenjiang, Jiangsu, P. R. China
| | - Yun Wang
- Department of Hematology, Affiliated People's Hospital of Jiangsu University, 8 Dianli Rd, 212002, Zhenjiang, Jiangsu, P. R. China.,Zhenjiang Clinical Research Center of Hematology, 212002, Zhenjiang, Jiangsu, P. R. China.,The Key Lab of Precision Diagnosis and Treatment of Zhenjiang City, Jiangsu, 212002, Zhenjiang, P. R. China
| | - Di Yu
- Department of Hematology, Affiliated People's Hospital of Jiangsu University, 8 Dianli Rd, 212002, Zhenjiang, Jiangsu, P. R. China.,Zhenjiang Clinical Research Center of Hematology, 212002, Zhenjiang, Jiangsu, P. R. China.,The Key Lab of Precision Diagnosis and Treatment of Zhenjiang City, Jiangsu, 212002, Zhenjiang, P. R. China
| | - Jia-Yan Leng
- Department of Hematology, Affiliated People's Hospital of Jiangsu University, 8 Dianli Rd, 212002, Zhenjiang, Jiangsu, P. R. China.,Zhenjiang Clinical Research Center of Hematology, 212002, Zhenjiang, Jiangsu, P. R. China.,The Key Lab of Precision Diagnosis and Treatment of Zhenjiang City, Jiangsu, 212002, Zhenjiang, P. R. China
| | - Yangjing Zhao
- Department of Laboratory Medicine, School of Medicine, Jiangsu University, 212013, Zhenjiang, Jiangsu, P. R. China
| | - Mingqiang Chu
- Zhenjiang Clinical Research Center of Hematology, 212002, Zhenjiang, Jiangsu, P. R. China.,The Key Lab of Precision Diagnosis and Treatment of Zhenjiang City, Jiangsu, 212002, Zhenjiang, P. R. China.,Laboratory Center, Affiliated People's Hospital of Jiangsu University, 212002, Zhenjiang, Jiangsu, P. R. China.,Department of Respiratory Disease, Affiliated People's Hospital of Jiangsu University, 8 Dianli Rd, 212002, Zhenjiang, Jiangsu, P. R. China
| | - Zijun Xu
- Zhenjiang Clinical Research Center of Hematology, 212002, Zhenjiang, Jiangsu, P. R. China.,The Key Lab of Precision Diagnosis and Treatment of Zhenjiang City, Jiangsu, 212002, Zhenjiang, P. R. China.,Laboratory Center, Affiliated People's Hospital of Jiangsu University, 212002, Zhenjiang, Jiangsu, P. R. China
| | - Hao Ding
- Department of Respiratory Disease, Affiliated People's Hospital of Jiangsu University, 8 Dianli Rd, 212002, Zhenjiang, Jiangsu, P. R. China.
| | - Jingdong Zhou
- Department of Hematology, Affiliated People's Hospital of Jiangsu University, 8 Dianli Rd, 212002, Zhenjiang, Jiangsu, P. R. China. .,Zhenjiang Clinical Research Center of Hematology, 212002, Zhenjiang, Jiangsu, P. R. China. .,The Key Lab of Precision Diagnosis and Treatment of Zhenjiang City, Jiangsu, 212002, Zhenjiang, P. R. China.
| | - Tingjuan Zhang
- Zhenjiang Clinical Research Center of Hematology, 212002, Zhenjiang, Jiangsu, P. R. China. .,The Key Lab of Precision Diagnosis and Treatment of Zhenjiang City, Jiangsu, 212002, Zhenjiang, P. R. China. .,Department of Oncology, Affiliated People's Hospital of Jiangsu University, 8 Dianli Rd, 212002, Zhenjiang, Jiangsu, P. R. China.
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Singh S, Sarkar T, Jakubison B, Gadomski S, Spradlin A, Gudmundsson KO, Keller JR. Inhibitor of DNA binding proteins revealed as orchestrators of steady state, stress and malignant hematopoiesis. Front Immunol 2022; 13:934624. [PMID: 35990659 PMCID: PMC9389078 DOI: 10.3389/fimmu.2022.934624] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2022] [Accepted: 07/12/2022] [Indexed: 11/24/2022] Open
Abstract
Adult mammalian hematopoiesis is a dynamic cellular process that provides a continuous supply of myeloid, lymphoid, erythroid/megakaryocyte cells for host survival. This process is sustained by regulating hematopoietic stem cells (HSCs) quiescence, proliferation and activation under homeostasis and stress, and regulating the proliferation and differentiation of downstream multipotent progenitor (MPP) and more committed progenitor cells. Inhibitor of DNA binding (ID) proteins are small helix-loop-helix (HLH) proteins that lack a basic (b) DNA binding domain present in other family members, and function as dominant-negative regulators of other bHLH proteins (E proteins) by inhibiting their transcriptional activity. ID proteins are required for normal T cell, B cell, NK and innate lymphoid cells, dendritic cell, and myeloid cell differentiation and development. However, recent evidence suggests that ID proteins are important regulators of normal and leukemic hematopoietic stem and progenitor cells (HSPCs). This chapter will review our current understanding of the function of ID proteins in HSPC development and highlight future areas of scientific investigation.
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Affiliation(s)
- Shweta Singh
- Mouse Cancer Genetics Program, Center for Cancer Research, National Cancer Institute (NCI)- Frederick, Frederick, MD, United States
| | - Tanmoy Sarkar
- Mouse Cancer Genetics Program, Center for Cancer Research, National Cancer Institute (NCI)- Frederick, Frederick, MD, United States
| | - Brad Jakubison
- Mouse Cancer Genetics Program, Center for Cancer Research, National Cancer Institute (NCI)- Frederick, Frederick, MD, United States
- Basic Science Program, Frederick National Laboratory for Cancer Research, Frederick, MD, United States
| | - Stephen Gadomski
- Mouse Cancer Genetics Program, Center for Cancer Research, National Cancer Institute (NCI)- Frederick, Frederick, MD, United States
| | - Andrew Spradlin
- Mouse Cancer Genetics Program, Center for Cancer Research, National Cancer Institute (NCI)- Frederick, Frederick, MD, United States
| | - Kristbjorn O. Gudmundsson
- Mouse Cancer Genetics Program, Center for Cancer Research, National Cancer Institute (NCI)- Frederick, Frederick, MD, United States
- Basic Science Program, Frederick National Laboratory for Cancer Research, Frederick, MD, United States
| | - Jonathan R. Keller
- Mouse Cancer Genetics Program, Center for Cancer Research, National Cancer Institute (NCI)- Frederick, Frederick, MD, United States
- Basic Science Program, Frederick National Laboratory for Cancer Research, Frederick, MD, United States
- *Correspondence: Jonathan R. Keller,
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Liu F, Chen S, Yu Y, Huang C, Chen H, Wang L, Zhang W, Wu J, Ye Y. Inhibitor of DNA binding 2 knockdown inhibits the growth and liver metastasis of colorectal cancer. Gene 2022; 819:146240. [PMID: 35114275 DOI: 10.1016/j.gene.2022.146240] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2021] [Revised: 12/22/2021] [Accepted: 01/18/2022] [Indexed: 12/17/2022]
Abstract
BACKGROUND Liver metastasis of colorectal cancer (CRC) remains high mortality and the mechanism is still unknown. Here we investigated the effects of inhibitor of DNA binding 2 (Id2) on growth and liver metastasis of CRC. METHODS qPCR and western blotting were used to demonstrate mRNA and protein expressions in Id2-knockdown HCT116 cells. Cell growth was observed by cell proliferation assay, colony formation assay and flow cytometry. Cell migration and invasion were observed with wound healing assay and transwell migration and invasion assay. The effects of Id2 knockdown on tumor growth and liver metastasis in vivo were evaluated respectively with subcutaneous tumor model and colorectal liver metastasis model by injecting HCT116 cells into the mesentery triangle of cecum in mice. RESULTS Id2 overexpression was found in CRC cell lines. Id2 knockdown resulted in a reduction in the proliferation, colony formation, migration and invasion of HCT116 cells. The suppression of cell proliferation was accompanied by the cell cycle arrest in the G0/G1 phase with down-regulation of Cyclin D1, Cyclin E, p-Cdk2/3, Cdk6, p-p27 and up-regulation of p21 and p27. Id2 knockdown reversed epithelial-mesenchymal transition (EMT) through increasing E-Cadherin and inhibiting N-Cadherin, Vimentin, β-catenin, Snail and Slug. Id2 was also found to inhibit CRC metastasis via MMP2, MMP9 and TIMP-1. Furthermore, Id2 knockdown suppressed CRC liver metastasis in vivo. CONCLUSION Id2 promotes CRC growth through activation of the PI3K/AKT signaling pathway, and triggers EMT to enhance CRC migration and invasion.
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Affiliation(s)
- Fang Liu
- Laboratory of Immuno-Oncology, Fujian Medical University Cancer Hospital, Fujian Cancer Hospital, Fuzhou 350014, China; The School of Basic Medical Sciences, Fujian Medical University, Fuzhou 350122, China; Fujian Key Laboratory of Translational Cancer Medicine, Fuzhou 350014, China
| | - Shuping Chen
- Laboratory of Immuno-Oncology, Fujian Medical University Cancer Hospital, Fujian Cancer Hospital, Fuzhou 350014, China; Fujian Key Laboratory of Translational Cancer Medicine, Fuzhou 350014, China
| | - Yue Yu
- The School of Basic Medical Sciences, Fujian Medical University, Fuzhou 350122, China
| | - Chuanzhong Huang
- Laboratory of Immuno-Oncology, Fujian Medical University Cancer Hospital, Fujian Cancer Hospital, Fuzhou 350014, China; Fujian Key Laboratory of Translational Cancer Medicine, Fuzhou 350014, China
| | - Huijing Chen
- Laboratory of Immuno-Oncology, Fujian Medical University Cancer Hospital, Fujian Cancer Hospital, Fuzhou 350014, China; Fujian Key Laboratory of Translational Cancer Medicine, Fuzhou 350014, China
| | - Ling Wang
- Laboratory of Immuno-Oncology, Fujian Medical University Cancer Hospital, Fujian Cancer Hospital, Fuzhou 350014, China; Fujian Key Laboratory of Translational Cancer Medicine, Fuzhou 350014, China
| | - Wanping Zhang
- The School of Basic Medical Sciences, Fujian Medical University, Fuzhou 350122, China
| | - Junxin Wu
- Department of Radiation Oncology, Fujian Medical University Cancer Hospital, Fujian Cancer Hospital, Fuzhou 350014, China; Fujian Key Laboratory of Translational Cancer Medicine, Fuzhou 350014, China.
| | - Yunbin Ye
- Laboratory of Immuno-Oncology, Fujian Medical University Cancer Hospital, Fujian Cancer Hospital, Fuzhou 350014, China; The School of Basic Medical Sciences, Fujian Medical University, Fuzhou 350122, China; Fujian Key Laboratory of Translational Cancer Medicine, Fuzhou 350014, China.
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Loss of E-cadherin leads to Id2-dependent inhibition of cell cycle progression in metastatic lobular breast cancer. Oncogene 2022; 41:2932-2944. [PMID: 35437308 PMCID: PMC9122823 DOI: 10.1038/s41388-022-02314-w] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2021] [Revised: 03/30/2022] [Accepted: 04/01/2022] [Indexed: 12/30/2022]
Abstract
Invasive lobular breast carcinoma (ILC) is characterized by proliferative indolence and long-term latency relapses. This study aimed to identify how disseminating ILC cells control the balance between quiescence and cell cycle re-entry. In the absence of anchorage, ILC cells undergo a sustained cell cycle arrest in G0/G1 while maintaining viability. From the genes that are upregulated in anchorage independent ILC cells, we selected Inhibitor of DNA binding 2 (Id2), a mediator of cell cycle progression. Using loss-of-function experiments, we demonstrate that Id2 is essential for anchorage independent survival (anoikis resistance) in vitro and lung colonization in mice. Importantly, we find that under anchorage independent conditions, E-cadherin loss promotes expression of Id2 in multiple mouse and (organotypic) human models of ILC, an event that is caused by a direct p120-catenin/Kaiso-dependent transcriptional de-repression of the canonical Kaiso binding sequence TCCTGCNA. Conversely, stable inducible restoration of E-cadherin expression in the ILC cell line SUM44PE inhibits Id2 expression and anoikis resistance. We show evidence that Id2 accumulates in the cytosol, where it induces a sustained and CDK4/6-dependent G0/G1 cell cycle arrest through interaction with hypo-phosphorylated Rb. Finally, we find that Id2 is indeed enriched in ILC when compared to other breast cancers, and confirm cytosolic Id2 protein expression in primary ILC samples. In sum, we have linked mutational inactivation of E-cadherin to direct inhibition of cell cycle progression. Our work indicates that loss of E-cadherin and subsequent expression of Id2 drive indolence and dissemination of ILC. As such, E-cadherin and Id2 are promising candidates to stratify low and intermediate grade invasive breast cancers for the use of clinical cell cycle intervention drugs.
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Markouli M, Strepkos D, Piperi C. Structure, Activity and Function of the SETDB1 Protein Methyltransferase. Life (Basel) 2021; 11:life11080817. [PMID: 34440561 PMCID: PMC8397983 DOI: 10.3390/life11080817] [Citation(s) in RCA: 26] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2021] [Revised: 08/08/2021] [Accepted: 08/09/2021] [Indexed: 12/18/2022] Open
Abstract
The SET Domain Bifurcated Histone Lysine Methyltransferase 1 (SETDB1) is a prominent member of the Suppressor of Variegation 3–9 (SUV39)-related protein lysine methyltransferases (PKMTs), comprising three isoforms that differ in length and domain composition. SETDB1 is widely expressed in human tissues, methylating Histone 3 lysine 9 (H3K9) residues, promoting chromatin compaction and exerting negative regulation on gene expression. SETDB1 has a central role in normal physiology and nervous system development, having been implicated in the regulation of cell cycle progression, inactivation of the X chromosome, immune cells function, expression of retroelements and formation of promyelocytic leukemia (PML) nuclear bodies (NB). SETDB1 has been frequently deregulated in carcinogenesis, being implicated in the pathogenesis of gliomas, melanomas, as well as in lung, breast, gastrointestinal and ovarian tumors, where it mainly exerts an oncogenic role. Aberrant activity of SETDB1 has also been implicated in several neuropsychiatric, cardiovascular and gastrointestinal diseases, including schizophrenia, Huntington’s disease, congenital heart defects and inflammatory bowel disease. Herein, we provide an update on the unique structural and biochemical features of SETDB1 that contribute to its regulation, as well as its molecular and cellular impact in normal physiology and disease with potential therapeutic options.
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Garcia-Escolano M, Montoyo-Pujol YG, Ortiz-Martinez F, Ponce JJ, Delgado-Garcia S, Martin TA, Ballester H, Aranda FI, Castellon-Molla E, Sempere-Ortells JM, Peiro G. ID1 and ID4 Are Biomarkers of Tumor Aggressiveness and Poor Outcome in Immunophenotypes of Breast Cancer. Cancers (Basel) 2021; 13:cancers13030492. [PMID: 33514024 PMCID: PMC7865969 DOI: 10.3390/cancers13030492] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/29/2020] [Revised: 01/23/2021] [Accepted: 01/24/2021] [Indexed: 01/20/2023] Open
Abstract
Simple Summary Inhibitor of differentiation (ID) proteins are essential to promote proliferation during embryonic development, but they are silenced in most adult tissues. Evidence to date shows ID1 expression in many tumor types, including breast cancer. However, the role of the remaining ID family members, especially ID4, in breast cancer remains unclear. In this work, we aimed to assess the four ID genes expression in breast cancer cell lines and a long series of breast cancer samples and correlate them with clinicopathological features and patients’ survival. We observed a significantly higher expression of ID4 in tumor cell lines than the healthy breast epithelium cell line. We confirmed that the overexpression of ID1 and ID4 correlated with more aggressive phenotypes and poor survival in breast cancer patients’ samples. Our results support the importance of ID proteins as targets for the development of anti-cancer drugs. Abstract Inhibitor of differentiation (ID) proteins are a family of transcription factors that contribute to maintaining proliferation during embryogenesis as they avoid cell differentiation. Afterward, their expression is mainly silenced, but their reactivation and contribution to tumor development have been suggested. In breast cancer (BC), the overexpression of ID1 has been previously described. However, whether the remaining ID genes have a specific role in this neoplasia is still unclear. We studied the mRNA expression of all ID genes by q RT-PCR in BC cell lines and 307 breast carcinomas, including all BC subtypes. Our results showed that ID genes are highly expressed in all cell lines tested. However, ID4 presented higher expression in BC cell lines compared to a healthy breast epithelium cell line. In accordance, ID1 and ID4 were predominantly overexpressed in Triple-Negative and HER2-enriched samples. Moreover, high levels of both genes were associated with larger tumor size, histological grade 3, necrosis and vascular invasion, and poorer patients’ outcomes. In conclusion, ID1 and ID4 may act as biomarkers of tumor aggressiveness and worse prognosis in breast cancer, and they could be used as potential targets for new treatments discover.
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Affiliation(s)
- Marta Garcia-Escolano
- Research Department, University General Hospital of Alicante, and Alicante Institute for Health and Biomedical Research (ISABIAL), Pintor Baeza 12, 03010 Alicante, Spain; (Y.G.M.-P.); (F.O.-M.); (G.P.)
- Correspondence: ; Tel.: +34-965-913953 (ext. 3952)
| | - Yoel G. Montoyo-Pujol
- Research Department, University General Hospital of Alicante, and Alicante Institute for Health and Biomedical Research (ISABIAL), Pintor Baeza 12, 03010 Alicante, Spain; (Y.G.M.-P.); (F.O.-M.); (G.P.)
| | - Fernando Ortiz-Martinez
- Research Department, University General Hospital of Alicante, and Alicante Institute for Health and Biomedical Research (ISABIAL), Pintor Baeza 12, 03010 Alicante, Spain; (Y.G.M.-P.); (F.O.-M.); (G.P.)
| | - Jose J. Ponce
- Medical Oncology Department, University General Hospital of Alicante, and Alicante Institute for Health and Biomedical Research (ISABIAL), Pintor Baeza 12, 03010 Alicante, Spain;
| | - Silvia Delgado-Garcia
- Gynecology and Obstetrics Department, University General Hospital of Alicante, and Alicante Institute for Health and Biomedical Research (ISABIAL), Pintor Baeza 12, 03010 Alicante, Spain; (S.D.-G.); (T.A.M.); (H.B.)
| | - Tina A. Martin
- Gynecology and Obstetrics Department, University General Hospital of Alicante, and Alicante Institute for Health and Biomedical Research (ISABIAL), Pintor Baeza 12, 03010 Alicante, Spain; (S.D.-G.); (T.A.M.); (H.B.)
| | - Hortensia Ballester
- Gynecology and Obstetrics Department, University General Hospital of Alicante, and Alicante Institute for Health and Biomedical Research (ISABIAL), Pintor Baeza 12, 03010 Alicante, Spain; (S.D.-G.); (T.A.M.); (H.B.)
| | - F. Ignacio Aranda
- Pathology Department, University General Hospital of Alicante, and Alicante Institute for Health and Biomedical Research (ISABIAL), Pintor Baeza 12, 03010 Alicante, Spain; (F.I.A.); (E.C.-M.)
| | - Elena Castellon-Molla
- Pathology Department, University General Hospital of Alicante, and Alicante Institute for Health and Biomedical Research (ISABIAL), Pintor Baeza 12, 03010 Alicante, Spain; (F.I.A.); (E.C.-M.)
| | - J. Miguel Sempere-Ortells
- Biotechnology Department, Immunology Division, University of Alicante, Ctra San Vicente s/n. 03080-San Vicente del Raspeig, 03010 Alicante, Spain;
| | - Gloria Peiro
- Research Department, University General Hospital of Alicante, and Alicante Institute for Health and Biomedical Research (ISABIAL), Pintor Baeza 12, 03010 Alicante, Spain; (Y.G.M.-P.); (F.O.-M.); (G.P.)
- Pathology Department, University General Hospital of Alicante, and Alicante Institute for Health and Biomedical Research (ISABIAL), Pintor Baeza 12, 03010 Alicante, Spain; (F.I.A.); (E.C.-M.)
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Lu J, Lu Y, Ding Y, Xiao Q, Liu L, Cai Q, Kong Y, Bai Y, Yu T. DNLC: differential network local consistency analysis. BMC Bioinformatics 2019; 20:489. [PMID: 31874600 PMCID: PMC6929334 DOI: 10.1186/s12859-019-3046-4] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2019] [Accepted: 08/21/2019] [Indexed: 12/04/2022] Open
Abstract
BACKGROUND The biological network is highly dynamic. Functional relations between genes can be activated or deactivated depending on the biological conditions. On the genome-scale network, subnetworks that gain or lose local expression consistency may shed light on the regulatory mechanisms related to the changing biological conditions, such as disease status or tissue developmental stages. RESULTS In this study, we develop a new method to select genes and modules on the existing biological network, in which local expression consistency changes significantly between clinical conditions. The method is called DNLC: Differential Network Local Consistency. In simulations, our algorithm detected artificially created local consistency changes effectively. We applied the method on two publicly available datasets, and the method detected novel genes and network modules that were biologically plausible. CONCLUSIONS The new method is effective in finding modules in which the gene expression consistency change between clinical conditions. It is a useful tool that complements traditional differential expression analyses to make discoveries from gene expression data. The R package is available at https://cran.r-project.org/web/packages/DNLC.
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Affiliation(s)
- Jianwei Lu
- School of Software Engineering, Tongji University, Shanghai, China
- Institute of Advanced Translational Medicine, Tongji University, Shanghai, China
| | - Yao Lu
- School of Software Engineering, Tongji University, Shanghai, China
| | - Yusheng Ding
- School of Software Engineering, Tongji University, Shanghai, China
| | - Qingyang Xiao
- Department of Environmental Health, Emory University, Atlanta, GA USA
| | - Linqing Liu
- School of Software Engineering, Tongji University, Shanghai, China
| | - Qingpo Cai
- Department of Biostatistics and Bioinformatics, Emory University, Atlanta, GA USA
| | - Yunchuan Kong
- Department of Biostatistics and Bioinformatics, Emory University, Atlanta, GA USA
| | - Yun Bai
- Department of Pharmaceutical Sciences, School of Pharmacy, Philadelphia College of Osteopathic Medicine, Georgia Campus, Suwanee, GA USA
| | - Tianwei Yu
- Department of Biostatistics and Bioinformatics, Emory University, Atlanta, GA USA
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9
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Guan H, Li J, Sun R, Liu W, Feng M, Ma H, Li C. Expression Of BMP7 In Ovarian Cancer And Biological Effect Of BMP7 Knockdown On Ovarian Cancer Cells. Onco Targets Ther 2019; 12:7897-7909. [PMID: 31576147 PMCID: PMC6769165 DOI: 10.2147/ott.s217975] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2019] [Accepted: 09/06/2019] [Indexed: 12/24/2022] Open
Abstract
Purpose The aim of our research was to investigate the expression of BMP7 in ovarian cancer (OC) and the biological effect of knocking down BMP7 on ovarian cancer A2780 cells. Methods We detected BMP7 expression in ovarian cancer and normal ovarian tissue by immunohistochemistry (IHC). We downregulated BMP7 expression using lentivirus-mediated RNAi and then examined the effects of knocking down BMP7 on the cell growth and invasion, cell cycle and paclitaxel sensitivity of A2780 cells. The mRNA and protein levels were detected by total RNA extraction and quantitative real-time polymerase chain reaction (qRT-PCR) and Western blotting, respectively. Cell proliferation was measured by CCK-8 and colony formation assays. The number of cells in each cell cycle stage and those undergoing apoptosis were measured by flow cytometry. Results BMP7 expression was significantly higher in the ovarian cancer tissues than it was in the normal ovarian tissues. Knocking down BMP7 in ovarian cancer A2780 cells inhibited cell proliferation, migration and invasion; led to G1 cell cycle arrest; and reversed the epithelial-mesenchymal transformation (EMT) process. In addition, downregulating BMP7 increased the sensitivity of the A2780 cells to paclitaxel. Moreover, BMP7 downregulation resulted in decreased expression of Smad1/5/9, p-Smad1/5/9, ID2 and cyclin D1 protein. Conclusion The results presented here are expected to contribute to the development of possible therapeutic targets for patients with ovarian cancer.
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Affiliation(s)
- Hongwei Guan
- Department of Obstetrics and Gynecology, Shandong Provincial Hospital affiliated to Shandong University, Jinan, People's Republic of China
| | - Juan Li
- Department of Obstetrics and Gynecology, Shandong Provincial Hospital affiliated to Shandong University, Jinan, People's Republic of China
| | - Rui Sun
- Department of Obstetrics and Gynecology, Shandong Provincial Hospital affiliated to Shandong University, Jinan, People's Republic of China
| | - Wei Liu
- Department of Obstetrics and Gynecology, Shandong Provincial Hospital affiliated to Shandong University, Jinan, People's Republic of China
| | - Mei Feng
- Central Laboratory, Shandong Provincial Hospital Affiliated to Shandong University, Jinan, People's Republic of China
| | - Hui Ma
- Shandong University of Traditional Chinese Medicine, Jinan, People's Republic of China
| | - Changzhong Li
- Department of Obstetrics and Gynecology, Shandong Provincial Hospital affiliated to Shandong University, Jinan, People's Republic of China
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10
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Wen XM, Zhang TJ, Ma JC, Zhou JD, Xu ZJ, Zhu XW, Yuan Q, Ji RB, Chen Q, Deng ZQ, Lin J, Qian J. Establishment and molecular characterization of decitabine-resistant K562 cells. J Cell Mol Med 2019; 23:3317-3324. [PMID: 30793488 PMCID: PMC6484323 DOI: 10.1111/jcmm.14221] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/14/2018] [Revised: 01/06/2019] [Accepted: 01/23/2019] [Indexed: 12/18/2022] Open
Abstract
The clinical activity of decitabine (5‐aza‐2‐deoxycytidine, DAC), a hypomethylating agent, has been demonstrated in acute myeloid leukemia (AML) and myelodysplastic syndrome (MDS) patients. However, secondary resistance to this agent often occurs during treatment and leads to treatment failure. It is important to clarify the mechanisms underlying the resistance for improving the efficacy. In this study, by gradually increasing concentration after a continuous induction of DAC, we established the DAC‐resistant K562 cell line (K562/DAC) from its parental cell line K562. The proliferation and survival rate of K562/DAC was significantly increased, whereas the apoptosis rate was remarkably decreased than that of K562 after DAC treatment. In K562/DAC, a total of 108 genes were upregulated and 118 genes were downregulated by RNA‐Seq. In addition, we also observed aberrant expression of DDX43/H19/miR‐186 axis (increased DDX43/H19 and decreased miR‐186) in K562/DAC cells. Ectopic expression of DDX43 in parental K562 cells rendered cells resistant to the DAC. Taken together, we successfully established DAC‐resistant K562 cell line which can serve as a good model for investigating DAC resistance mechanisms, and DDX43/H19/miR‐186 may be involved in DAC resistance in K562.
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Affiliation(s)
- Xiang-Mei Wen
- Laboratory Center, Affiliated People's Hospital of Jiangsu University, Zhenjiang, Jiangsu, People's Republic of China.,Department of Hematology, Affiliated People's Hospital of Jiangsu University, Zhenjiang, Jiangsu, People's Republic of China
| | - Ting-Juan Zhang
- Department of Hematology, Affiliated People's Hospital of Jiangsu University, Zhenjiang, Jiangsu, People's Republic of China.,The Key Lab of Precision Diagnosis and Treatment in Hematologic Malignancies of Zhenjiang City, Zhenjiang, Jiangsu, P.R. China
| | - Ji-Chun Ma
- Laboratory Center, Affiliated People's Hospital of Jiangsu University, Zhenjiang, Jiangsu, People's Republic of China.,The Key Lab of Precision Diagnosis and Treatment in Hematologic Malignancies of Zhenjiang City, Zhenjiang, Jiangsu, P.R. China
| | - Jing-Dong Zhou
- Department of Hematology, Affiliated People's Hospital of Jiangsu University, Zhenjiang, Jiangsu, People's Republic of China.,The Key Lab of Precision Diagnosis and Treatment in Hematologic Malignancies of Zhenjiang City, Zhenjiang, Jiangsu, P.R. China
| | - Zi-Jun Xu
- Laboratory Center, Affiliated People's Hospital of Jiangsu University, Zhenjiang, Jiangsu, People's Republic of China.,The Key Lab of Precision Diagnosis and Treatment in Hematologic Malignancies of Zhenjiang City, Zhenjiang, Jiangsu, P.R. China
| | - Xiao-Wen Zhu
- Department of Hematology, Affiliated People's Hospital of Jiangsu University, Zhenjiang, Jiangsu, People's Republic of China.,The Key Lab of Precision Diagnosis and Treatment in Hematologic Malignancies of Zhenjiang City, Zhenjiang, Jiangsu, P.R. China
| | - Qian Yuan
- Laboratory Center, Affiliated People's Hospital of Jiangsu University, Zhenjiang, Jiangsu, People's Republic of China.,The Key Lab of Precision Diagnosis and Treatment in Hematologic Malignancies of Zhenjiang City, Zhenjiang, Jiangsu, P.R. China
| | - Run-Bi Ji
- Laboratory Center, Affiliated People's Hospital of Jiangsu University, Zhenjiang, Jiangsu, People's Republic of China.,The Key Lab of Precision Diagnosis and Treatment in Hematologic Malignancies of Zhenjiang City, Zhenjiang, Jiangsu, P.R. China
| | - Qin Chen
- Laboratory Center, Affiliated People's Hospital of Jiangsu University, Zhenjiang, Jiangsu, People's Republic of China.,The Key Lab of Precision Diagnosis and Treatment in Hematologic Malignancies of Zhenjiang City, Zhenjiang, Jiangsu, P.R. China
| | - Zhao-Qun Deng
- Laboratory Center, Affiliated People's Hospital of Jiangsu University, Zhenjiang, Jiangsu, People's Republic of China.,The Key Lab of Precision Diagnosis and Treatment in Hematologic Malignancies of Zhenjiang City, Zhenjiang, Jiangsu, P.R. China
| | - Jiang Lin
- Laboratory Center, Affiliated People's Hospital of Jiangsu University, Zhenjiang, Jiangsu, People's Republic of China.,The Key Lab of Precision Diagnosis and Treatment in Hematologic Malignancies of Zhenjiang City, Zhenjiang, Jiangsu, P.R. China
| | - Jun Qian
- Department of Hematology, Affiliated People's Hospital of Jiangsu University, Zhenjiang, Jiangsu, People's Republic of China.,The Key Lab of Precision Diagnosis and Treatment in Hematologic Malignancies of Zhenjiang City, Zhenjiang, Jiangsu, P.R. China
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11
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Ye Q, Fu P, Dou J, Wang N. Downregulation of PDIA3 inhibits proliferation and invasion of human acute myeloid leukemia cells. Onco Targets Ther 2018; 11:2925-2935. [PMID: 29844689 PMCID: PMC5961636 DOI: 10.2147/ott.s162407] [Citation(s) in RCA: 25] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/25/2022] Open
Abstract
Introduction Acute myeloid leukemia (AML) is a common malignancy of the hematopoietic system. In bone marrow samples of AML patients, PDIA3 expression was higher than that in the samples of healthy controls. We aimed at exploring the effect of PDIA3 siRNA on proliferation, apoptosis, migration, and invasion of AML HL-60 and HEL cells. Materials and methods RT-PCR was performed to identify PDIA3 expression. Cell proliferation was assessed by MTT. Flow cytometry analysis and transwell were used to detect cell apoptosis, migration and invasion. Gene set enrich-ment analysis (GSEA) was employed to explore the PDIA 3-associated pathways in AML. Western blotting was used for protein expression detection. Results PDIA3 siRNA significantly inhibited the proliferation of AML cells at 24 and 48 h. PDIA3 siRNA notably enhanced the percentage of apoptotic cells. The migration and invasion abilities of HL-60 and HEL cells in the PDIA3 siRNA group were significantly suppressed compared with those in the control and siNC groups. GSEA of the Cancer Genome Atlas dataset showed that Kyoto Encyclopedia of Genes and Genomes oxidative phosphorylation and amino sugar and nucleotide sugar metabolism pathways could be correlated with PDIA3 expression; this was further confirmed in AML cells by Western blotting. MAPK signaling was also blocked by PDIA3 siRNA. Conclusion PDIA3 siRNA effectively enhanced apoptosis, and suppressed proliferation, invasion, and migration of AML cells by regulating oxidative phosphorylation and amino sugar and nucleotide sugar metabolism pathways, and MAPK signaling, which can provide novel therapeutic targets for AML.
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Affiliation(s)
- Qidong Ye
- Department of Pediatrics, Ningbo First Hospital, Ningbo Hospital of Zhejiang University, Ningbo, People's Republic of China
| | - Pan Fu
- Department of Hematology, Shanghai Children's Hospital, Shanghai Jiao Tong University, Shanghai, People's Republic of China
| | - Jiaying Dou
- Department of Hematology, Shanghai Children's Hospital, Shanghai Jiao Tong University, Shanghai, People's Republic of China
| | - Nina Wang
- Department of Hematology, Shanghai Children's Hospital, Shanghai Jiao Tong University, Shanghai, People's Republic of China
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12
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Zhang TJ, Zhou JD, Zhang W, Lin J, Ma JC, Wen XM, Yuan Q, Li XX, Xu ZJ, Qian J. H19 overexpression promotes leukemogenesis and predicts unfavorable prognosis in acute myeloid leukemia. Clin Epigenetics 2018; 10:47. [PMID: 29643943 PMCID: PMC5891930 DOI: 10.1186/s13148-018-0486-z] [Citation(s) in RCA: 79] [Impact Index Per Article: 11.3] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2017] [Accepted: 04/02/2018] [Indexed: 12/29/2022] Open
Abstract
Background The long non-coding RNA H19 plays a crucial role in solid tumor initiation and progression. However, the potential role of H19 and its clinical significance in acute myeloid leukemia (AML) remain largely elusive. Methods H19 expression was detected by qPCR, and clinical significance in AML patients was further analyzed. The Cancer Genome Atlas (TCGA) and Gene Expression Omnibus (GEO) data for AML were used as validation cohorts. The roles of H19 in cell proliferation and apoptosis were determined by cell proliferation assay and flow cytometry analysis. Results H19 expression was significantly increased in AML patients but not associated with embedded miR-675 expression. Moreover, H19 overexpression was not dependent on the methylation pattern in H19 differentially methylated region/imprinting control region. Strong association was observed between H19 overexpression and patients’ characteristics including sex, higher white blood cells, older age, and intermediate karyotype, FLT3-ITD, and DNMT3A mutations. In addition, H19 overexpression correlated with lower complete remission (CR) rate and shorter overall survival, and further confirmed by multivariate analyses. Importantly, the prognostic effect of H19 expression was validated by TCGA and GEO data. In the follow-up of patients, H19 expression in CR phase was lower than diagnosis time and returned at relapse time. Loss-of-function experiments showed that H19 exhibited anti-proliferative and pro-apoptotic effects in leukemic cell HL60. Furthermore, H19 expression was positively correlated with potential downstream gene ID2 in AML. Conclusions Our findings revealed that methylation-independent H19 was a prognostic and predictive biomarker in AML, and H19/ID2 played crucial roles in leukemogenesis with potential therapeutic target value. Electronic supplementary material The online version of this article (10.1186/s13148-018-0486-z) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Ting-Juan Zhang
- 1Department of Hematology, Affiliated People's Hospital of Jiangsu University, 8 Dianli Rd., Zhenjiang, 212002 Jiangsu People's Republic of China.,2School of Medicine, Jiangsu University, Zhenjiang, Jiangsu People's Republic of China.,The Key Lab of Precision Diagnosis and Treatment of Zhenjiang City, Zhenjiang, Jiangsu People's Republic of China
| | - Jing-Dong Zhou
- 1Department of Hematology, Affiliated People's Hospital of Jiangsu University, 8 Dianli Rd., Zhenjiang, 212002 Jiangsu People's Republic of China.,2School of Medicine, Jiangsu University, Zhenjiang, Jiangsu People's Republic of China.,The Key Lab of Precision Diagnosis and Treatment of Zhenjiang City, Zhenjiang, Jiangsu People's Republic of China
| | - Wei Zhang
- 1Department of Hematology, Affiliated People's Hospital of Jiangsu University, 8 Dianli Rd., Zhenjiang, 212002 Jiangsu People's Republic of China.,The Key Lab of Precision Diagnosis and Treatment of Zhenjiang City, Zhenjiang, Jiangsu People's Republic of China
| | - Jiang Lin
- 2School of Medicine, Jiangsu University, Zhenjiang, Jiangsu People's Republic of China.,The Key Lab of Precision Diagnosis and Treatment of Zhenjiang City, Zhenjiang, Jiangsu People's Republic of China.,4Laboratory Center, Affiliated People's Hospital of Jiangsu University, Zhenjiang, Jiangsu People's Republic of China
| | - Ji-Chun Ma
- The Key Lab of Precision Diagnosis and Treatment of Zhenjiang City, Zhenjiang, Jiangsu People's Republic of China.,4Laboratory Center, Affiliated People's Hospital of Jiangsu University, Zhenjiang, Jiangsu People's Republic of China
| | - Xiang-Mei Wen
- The Key Lab of Precision Diagnosis and Treatment of Zhenjiang City, Zhenjiang, Jiangsu People's Republic of China.,4Laboratory Center, Affiliated People's Hospital of Jiangsu University, Zhenjiang, Jiangsu People's Republic of China
| | - Qian Yuan
- 1Department of Hematology, Affiliated People's Hospital of Jiangsu University, 8 Dianli Rd., Zhenjiang, 212002 Jiangsu People's Republic of China.,4Laboratory Center, Affiliated People's Hospital of Jiangsu University, Zhenjiang, Jiangsu People's Republic of China
| | - Xi-Xi Li
- 1Department of Hematology, Affiliated People's Hospital of Jiangsu University, 8 Dianli Rd., Zhenjiang, 212002 Jiangsu People's Republic of China.,2School of Medicine, Jiangsu University, Zhenjiang, Jiangsu People's Republic of China.,The Key Lab of Precision Diagnosis and Treatment of Zhenjiang City, Zhenjiang, Jiangsu People's Republic of China
| | - Zi-Jun Xu
- 2School of Medicine, Jiangsu University, Zhenjiang, Jiangsu People's Republic of China.,The Key Lab of Precision Diagnosis and Treatment of Zhenjiang City, Zhenjiang, Jiangsu People's Republic of China.,4Laboratory Center, Affiliated People's Hospital of Jiangsu University, Zhenjiang, Jiangsu People's Republic of China
| | - Jun Qian
- 1Department of Hematology, Affiliated People's Hospital of Jiangsu University, 8 Dianli Rd., Zhenjiang, 212002 Jiangsu People's Republic of China.,2School of Medicine, Jiangsu University, Zhenjiang, Jiangsu People's Republic of China.,The Key Lab of Precision Diagnosis and Treatment of Zhenjiang City, Zhenjiang, Jiangsu People's Republic of China
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